{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8917f204-6277-4150-adfd-816adb662953",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from anthropic import Anthropic\n",
    "from openai import OpenAI\n",
    "from sklearn.metrics import matthews_corrcoef as mcc\n",
    "import time\n",
    "import transformers\n",
    "import torch\n",
    "import json\n",
    "from transformers import pipeline\n",
    "from prompts import *\n",
    "from apikeys import *"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f6ab4b8-ab38-4525-bbef-9131a9ee9254",
   "metadata": {},
   "source": [
    "# Sentiment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "380d4ee5-6c0f-42fb-a80b-df0cc61ee08c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet</th>\n",
       "      <th>sentiment</th>\n",
       "      <th>gpt4_sent</th>\n",
       "      <th>gpt4_val</th>\n",
       "      <th>sonnet_sent</th>\n",
       "      <th>sonnet_val</th>\n",
       "      <th>llama_sent</th>\n",
       "      <th>llama_val</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1 of America's greatest Presidents #RonaldReag...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>@ShaneGoldmacher @RiskyLiberal And the drama c...</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>@luv_wins_ @SoniaKatiMota Comey Must be on tRu...</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>@TeutonicKnight7 I did no such thing. I expose...</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>So the #Oakland anti-Trump riots died down aft...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>@Apathetic_Cynic @choo_ek I learned Basket Wea...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>You can bet that our employees didn't go witho...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>The future of #connectedcars is upon us: https...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>.@utahjazz players aim to give Rudy Gobert the...</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>i made cauliflower steaks and they were great ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2000 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  tweet  sentiment  gpt4_sent  gpt4_val  sonnet_sent  sonnet_val  llama_sent  llama_val\n",
       "0     1 of America's greatest Presidents #RonaldReag...          0          0         0            1           0          -1          0\n",
       "1     @ShaneGoldmacher @RiskyLiberal And the drama c...          0         -1        -1           -1          -1          -1         -1\n",
       "2     @luv_wins_ @SoniaKatiMota Comey Must be on tRu...          0         -1        -1           -1          -1          -1         -1\n",
       "3     @TeutonicKnight7 I did no such thing. I expose...          0         -1        -1           -1          -1          -1         -1\n",
       "4     So the #Oakland anti-Trump riots died down aft...          0          0         0           -1          -1          -1         -1\n",
       "...                                                 ...        ...        ...       ...          ...         ...         ...        ...\n",
       "1995  @Apathetic_Cynic @choo_ek I learned Basket Wea...          1          1         1            1           1           1          1\n",
       "1996  You can bet that our employees didn't go witho...          1          0         1            1           1           1          1\n",
       "1997  The future of #connectedcars is upon us: https...          1          0         0            1           0           0          0\n",
       "1998  .@utahjazz players aim to give Rudy Gobert the...          1         -1         0            0           0           0          0\n",
       "1999  i made cauliflower steaks and they were great ...          1          1         1            1           1           1          1\n",
       "\n",
       "[2000 rows x 8 columns]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "docs = pd.read_csv('data/sentiment_test_labeled.csv')\n",
    "docs = docs[['tweet', 'sentiment']]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4b1bd98-b761-4513-a885-b237cacb948b",
   "metadata": {},
   "source": [
    "### GPT-4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "dc64a1ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "gpt4 = OpenAI(api_key = openai_key)\n",
    "gpt_model = 'gpt-4o-2024-08-06'\n",
    "data = docs\n",
    "\n",
    "messages_batch = [\n",
    "    {\n",
    "        'custom_id': str(i),\n",
    "        'method': 'POST',\n",
    "        'url': '/v1/chat/completions',\n",
    "        'body':{\n",
    "        'model': gpt_model,\n",
    "        'messages': [\n",
    "            {'role': 'system', 'content': system_message},\n",
    "            {'role': 'user', 'content': sentiment_message.format(text=data.loc[i, 'tweet'])}\n",
    "        ],\n",
    "        'max_tokens': 1,\n",
    "        'temperature': 0,\n",
    "        'logit_bias': {16: 100, 17: 100, 15: 100}\n",
    "    }\n",
    "    }\n",
    "    for i in data.index\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "4d8d778a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# export as .jsonl file\n",
    "with open('batches/queries/sent_test_sent.jsonl', 'w') as outfile:\n",
    "    for entry in messages_batch:\n",
    "        json.dump(entry, outfile)\n",
    "        outfile.write('\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "52145752",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<positron-console-cell-8>:5: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n"
     ]
    }
   ],
   "source": [
    "res = pd.read_json(path_or_buf='batches/results/sent_test_sent_res.jsonl', lines=True)\n",
    "\n",
    "labels = [res['response'][i]['body']['choices'][0]['message']['content'] for i in res.index]\n",
    "docs['gpt4_sent'] = labels\n",
    "docs['gpt4_sent'] = docs['gpt4_sent'].replace({'1':1, '0':0, '2':-1})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "82ddc316-9825-46c1-a753-10934058adfe",
   "metadata": {},
   "outputs": [],
   "source": [
    "user_message = sentiment_message\n",
    "labels = []\n",
    "model = 'gpt-4-turbo'\n",
    "\n",
    "# Loop through the text passing each document to the model with the prompt and system message.\n",
    "for i in docs.index:\n",
    "    text = docs.loc[i, 'tweet']\n",
    "    # query API\n",
    "    res = gpt4.chat.completions.create(\n",
    "        model = model, \n",
    "        messages = [\n",
    "            {'role':'system', 'content': system_message},\n",
    "            {'role':'user', 'content': user_message.format(text = text)}\n",
    "        ],\n",
    "        max_tokens = 1,\n",
    "        temperature = 0,\n",
    "    )\n",
    "    labels.append(res.choices[0].message.content)\n",
    "\n",
    "\n",
    "docs['gpt4_sent'] = labels\n",
    "docs['gpt4_sent'] = docs['gpt4_sent'].replace({'1':1, '0':0, '2':-1})\n",
    "docs.to_csv('data/sentiment_test_labeled.csv', index = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3dd24ab0-f998-4c1e-9928-fab5cd437b2b",
   "metadata": {},
   "source": [
    "### Claude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "00623c01",
   "metadata": {},
   "outputs": [],
   "source": [
    "claude = Anthropic(api_key=anthropic_key)\n",
    "user_message = sentiment_message\n",
    "labels = []\n",
    "model = \"claude-3-5-sonnet-20240620\"\n",
    "for i in docs.index:\n",
    "    text = docs.loc[i, 'tweet']\n",
    "    res = claude.messages.create(\n",
    "        max_tokens=2,\n",
    "        messages=[\n",
    "            {\n",
    "                \"role\": \"user\",\n",
    "                \"content\": user_message.format(text = text),\n",
    "            }\n",
    "        ],\n",
    "        model=model,\n",
    "        temperature = 0\n",
    "    )\n",
    "    labels.append(res.content[0].text)\n",
    "docs['sonnet_sent'] = labels\n",
    "docs['sonnet_sent'] = docs['sonnet_sent'].replace({'1':1, '0':0, '2':-1})\n",
    "docs.to_csv('data/sentiment_test_labeled.csv', index = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fdd9592-ae28-4dc2-b30c-2000c3253486",
   "metadata": {},
   "source": [
    "### Llama-3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "47d0b8f8-dd7a-4daa-aa11-23a564d31c3b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Loading checkpoint shards:   0%|          | 0/4 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Loading checkpoint shards:  25%|██▌       | 1/4 [00:01<00:05,  1.77s/it]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Loading checkpoint shards:  50%|█████     | 2/4 [00:03<00:03,  1.85s/it]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Loading checkpoint shards:  75%|███████▌  | 3/4 [00:05<00:01,  1.82s/it]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Loading checkpoint shards: 100%|██████████| 4/4 [00:05<00:00,  1.29s/it]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Loading checkpoint shards: 100%|██████████| 4/4 [00:05<00:00,  1.48s/it]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "model = \"meta-llama/Meta-Llama-3-8B-Instruct\"\n",
    "pipe = pipeline(\"text-generation\", model=model, model_kwargs={\"torch_dtype\": torch.float16}, device_map='auto', batch_size = 1,\n",
    "token = hf_key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c1c0483c-d8e4-443f-9e0f-2e602fe340cf",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "scrolled": true
   },
   "outputs": [
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     "text": [
      "/Users/mb7336/miniforge3/envs/sandbox/lib/python3.12/site-packages/transformers/generation/configuration_utils.py:567: UserWarning: `do_sample` is set to `False`. However, `temperature` is set to `0.0` -- this flag is only used in sample-based generation modes. You should set `do_sample=True` or unset `temperature`.\n",
      "  warnings.warn(\n",
      "/Users/mb7336/miniforge3/envs/sandbox/lib/python3.12/site-packages/transformers/generation/configuration_utils.py:572: UserWarning: `do_sample` is set to `False`. However, `top_p` is set to `0.9` -- this flag is only used in sample-based generation modes. You should set `do_sample=True` or unset `top_p`.\n",
      "  warnings.warn(\n",
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
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     "name": "stderr",
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     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
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     "output_type": "stream",
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     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
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     "output_type": "stream",
     "text": [
      "/Users/mb7336/miniforge3/envs/sandbox/lib/python3.12/site-packages/transformers/generation/configuration_utils.py:567: UserWarning: `do_sample` is set to `False`. However, `temperature` is set to `0.0` -- this flag is only used in sample-based generation modes. You should set `do_sample=True` or unset `temperature`.\n",
      "  warnings.warn(\n",
      "/Users/mb7336/miniforge3/envs/sandbox/lib/python3.12/site-packages/transformers/generation/configuration_utils.py:572: UserWarning: `do_sample` is set to `False`. However, `top_p` is set to `0.9` -- this flag is only used in sample-based generation modes. You should set `do_sample=True` or unset `top_p`.\n",
      "  warnings.warn(\n",
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/mb7336/miniforge3/envs/sandbox/lib/python3.12/site-packages/transformers/generation/configuration_utils.py:567: UserWarning: `do_sample` is set to `False`. However, `temperature` is set to `0.0` -- this flag is only used in sample-based generation modes. You should set `do_sample=True` or unset `temperature`.\n",
      "  warnings.warn(\n",
      "/Users/mb7336/miniforge3/envs/sandbox/lib/python3.12/site-packages/transformers/generation/configuration_utils.py:572: UserWarning: `do_sample` is set to `False`. However, `top_p` is set to `0.9` -- this flag is only used in sample-based generation modes. You should set `do_sample=True` or unset `top_p`.\n",
      "  warnings.warn(\n",
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
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     "output_type": "stream",
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    },
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    {
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    {
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     ]
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    {
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     "output_type": "stream",
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     ]
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 3min 59s, sys: 27.2 s, total: 4min 26s\n",
      "Wall time: 10min 48s\n",
      "CPU times: user 3min 59s, sys: 27.2 s, total: 4min 26s\n",
      "Wall time: 10min 48s\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:10: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "labels = []\n",
    "for i in docs.index:\n",
    "    text = docs.loc[i, 'tweet']\n",
    "    messages = [{'role':'user', 'content': sentiment_message.format(text=text)}]\n",
    "    prompt = pipe.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)\n",
    "    res = pipe(prompt, max_new_tokens=1, do_sample=False, temperature=0.0, return_full_text=False)\n",
    "    labels.append(res[0]['generated_text'])\n",
    "\n",
    "docs['llama_sent'] = labels\n",
    "docs['llama_sent'] = docs['llama_sent'].replace({'1':1, '0':0, '2':-1, 'I':0})\n",
    "\n",
    "docs.to_csv('data/sentiment_test_labeled.csv', index = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e05ce6a-90f4-4668-8c51-08be34955726",
   "metadata": {},
   "source": [
    "# Valence"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e006ef29-5d0e-41fa-a020-b04021be61ea",
   "metadata": {},
   "source": [
    "### GPT-4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "e7e34018",
   "metadata": {},
   "outputs": [],
   "source": [
    "gpt4 = OpenAI(api_key = openai_key)\n",
    "gpt4_mod = 'gpt-4o-2024-08-06'\n",
    "data = docs\n",
    "messages_batch = [\n",
    "    {\n",
    "        'custom_id': str(i),\n",
    "        'method': 'POST',\n",
    "        'url': '/v1/chat/completions',\n",
    "        'body':{\n",
    "        'model': gpt4_mod,\n",
    "        'messages': [\n",
    "            {'role': 'system', 'content': system_message},\n",
    "            {'role': 'user', 'content': valence_message.format(text=data.loc[i, 'tweet'])}\n",
    "        ],\n",
    "        'max_tokens': 1,\n",
    "        'temperature': 0,\n",
    "        'logit_bias': {16: 100, 17: 100, 15: 100}\n",
    "    }\n",
    "    }\n",
    "    for i in data.index\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "add36af7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# export as .jsonl file\n",
    "with open('batches/queries/sent_test_val.jsonl', 'w') as outfile:\n",
    "    for entry in messages_batch:\n",
    "        json.dump(entry, outfile)\n",
    "        outfile.write('\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c55d58ed",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<positron-console-cell-9>:5: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n"
     ]
    }
   ],
   "source": [
    "res = pd.read_json(path_or_buf='batches/results/sent_test_val_res.jsonl', lines=True)\n",
    "\n",
    "labels = [res['response'][i]['body']['choices'][0]['message']['content'] for i in res.index]\n",
    "docs['gpt4_val'] = labels\n",
    "docs['gpt4_val'] = docs['gpt4_val'].replace({'1':1, '0':0, '2':-1})\n",
    "docs.to_csv('data/sentiment_test_labeled2.csv', index = False)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67689ccf-fa7b-4c39-973a-03452d5ff00c",
   "metadata": {},
   "source": [
    "### Claude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "33fc23a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "claude = Anthropic(api_key=anthropic_key)\n",
    "user_message = valence_message\n",
    "labels = []\n",
    "model = \"claude-3-5-sonnet-20240620\"\n",
    "for i in docs.index:\n",
    "    text = docs.loc[i, 'tweet']\n",
    "    res = claude.messages.create(\n",
    "        max_tokens=2,\n",
    "        messages=[\n",
    "            {\n",
    "                \"role\": \"user\",\n",
    "                \"content\": user_message.format(text = text),\n",
    "            }\n",
    "        ],\n",
    "        model=model,\n",
    "        temperature = 0\n",
    "    )\n",
    "    labels.append(res.content[0].text)\n",
    "docs['sonnet_val'] = labels\n",
    "docs['sonnet_val'] = docs['sonnet_val'].replace({'1':1, '0':0, '2':-1})\n",
    "docs.to_csv('data/sentiment_test_labeled.csv', index = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d113cdb1-746d-410e-a734-f61dc083f0bd",
   "metadata": {},
   "source": [
    "### Llama-3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "bda45ede-f019-49d3-8437-d3c97cea47f6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Loading checkpoint shards:   0%|          | 0/4 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Loading checkpoint shards:  25%|██▌       | 1/4 [00:01<00:05,  1.79s/it]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Loading checkpoint shards:  50%|█████     | 2/4 [00:03<00:03,  1.84s/it]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Loading checkpoint shards:  75%|███████▌  | 3/4 [00:05<00:01,  1.83s/it]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Loading checkpoint shards: 100%|██████████| 4/4 [00:06<00:00,  1.33s/it]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Loading checkpoint shards: 100%|██████████| 4/4 [00:06<00:00,  1.51s/it]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "model = \"meta-llama/Meta-Llama-3-8B-Instruct\"\n",
    "pipe = pipeline(\"text-generation\", model=model, model_kwargs={\"torch_dtype\": torch.float16}, device_map='auto', batch_size = 1,\n",
    "token = hf_key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1ae7dce6-0ba0-4a44-8f60-34af2b0902c3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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     "output_type": "stream",
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    },
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    },
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    {
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    {
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     ]
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 3min 41s, sys: 25.7 s, total: 4min 6s\n",
      "Wall time: 10min 54s\n",
      "CPU times: user 3min 41s, sys: 25.7 s, total: 4min 6s\n",
      "Wall time: 10min 54s\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:12: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "user_message = valence_message\n",
    "\n",
    "labels = []\n",
    "for i in docs.index:\n",
    "    text = docs.loc[i, 'tweet']\n",
    "    messages = [{'role':'user', 'content': user_message.format(text=text)}]\n",
    "    prompt = pipe.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)\n",
    "    res = pipe(prompt, max_new_tokens=1, do_sample=False, temperature=0.0, return_full_text=False)\n",
    "    labels.append(res[0]['generated_text'])\n",
    "\n",
    "docs['llama_val'] = labels\n",
    "docs['llama_val'] = docs['llama_val'].replace({'1':1, '0':0, '2':-1})\n",
    "\n",
    "docs.to_csv('data/sentiment_test_labeled.csv', index = False)"
   ]
  }
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